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Financial Quantitative Analysts

SOC 13-2099.01Job Zone 5 · Extensive Preparationv.26.05

Context coveredThis framework covers quantitative finance practice across derivative valuation, portfolio optimization, risk management, pricing model development, and regulatory compliance in institutional financial environments requiring advanced mathematical and computational expertise.

Sources:O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.SkillsCrosswalkSkillsCrosswalk — O*NET enrichment + adjacency index. Opens in new tab.
Emerging
Entry / Apprentice
  1. Standard statistical techniques — apply under structured guidance to introductory finance problems such as return distribution analysis in a supervised research environment.
  2. Existing pricing model libraries — execute and test using analytical or scientific software under senior analyst direction on assigned asset classes.
  3. Financial data sets — query and extract using database user interface and query software to support team research workflows.
  4. Quantitative analysis results — interpret and summarize in written form under reviewer oversight for internal research reports.
  5. Mathematical reasoning and number facility — demonstrate by performing routine derivative valuation calculations within established model frameworks.
  6. Data collection methods — assist in defining under supervision by documenting data sources and flagging quality issues for senior review.
  7. Financial research literature — read and synthesize relevant peer-reviewed material to support team model development initiatives.
  8. Analytical support tasks — provide to researchers and traders by running pre-built valuation queries and returning structured outputs.
  9. Statistical software tools and development environments — operate at a proficient level to execute assigned quantitative scripts and pipelines.
  10. Financial analysis findings — present orally in team meetings under the guidance of a senior quantitative analyst in a structured review setting.
Developing
Mid-level / Established
  1. Applied mathematical and econometric techniques — deploy with reduced oversight to address practical risk management and securities trading problems in live market environments.
  2. Portfolio optimization models — develop and calibrate using advanced quantitative methods to support portfolio construction decisions across assigned strategies.
  3. Analytical results from financial models — interpret and translate into actionable insights for trading desk stakeholders with minimal senior intervention.
  4. Model libraries — maintain and modify routinely by updating parameters, correcting errors, and validating outputs within an established model governance framework.
  5. Data mining and analytical software — leverage independently to explore large financial data sets and identify statistically significant patterns for team use.
  6. Written summary reports — produce that clearly communicate quantitative research findings, methodology, and limitations to both technical and non-technical audiences.
  7. Model specification recommendations — formulate and propose for peer review by evaluating alternative functional forms and data inputs for pricing or attribution models.
  8. Performance measurement and attribution frameworks — build and apply to evaluate portfolio returns against benchmarks in an asset management environment.
  9. Econometric and statistical model assumptions — critically evaluate using deductive and inductive reasoning to identify potential model risk before deployment.
  10. Analytical support — provide responsively to traders and researchers on valuation and data issues, applying sound judgment to resolve moderate-complexity queries independently.
Proficient
Senior / Expert IC
  1. Advanced mathematical and statistical methodologies — apply autonomously across the full scope of derivative valuation, risk management, and financial market regulation challenges in complex, fast-moving environments.
  2. Novel analytical tools for portfolio construction and optimization — research, design, and validate independently, incorporating cutting-edge quantitative and econometric techniques.
  3. Non-routine financial analysis results — interpret with high confidence, identifying model limitations and market anomalies, and communicating conclusions to senior leadership.
  4. Core quantitative model libraries — architect and maintain across multiple asset classes, ensuring robustness, version control, and compliance with regulatory standards.
  5. Data collection methodologies and model specifications — define authoritatively by assessing trade-offs among data quality, computational cost, and statistical validity.
  6. Comprehensive financial research reports — produce that integrate multi-factor quantitative findings into strategic recommendations for investment committees or regulators.
  7. Object-oriented and development environment software — utilize at an expert level to build scalable, production-grade analytical systems supporting trading and risk functions.
  8. Complex valuation and risk quantification problems — resolve for traders and researchers by synthesizing mathematical reasoning, market knowledge, and system-level thinking.
  9. Enterprise risk management and ERP systems — integrate quantitative model outputs into, ensuring accurate profit-and-loss measurement and regulatory capital reporting.
  10. Analytical judgment on ambiguous financial problems — exercise by applying systems analysis and evaluation skills to deliver sound decisions under data uncertainty.
Advanced
Lead / Principal / Executive
  1. Firmwide quantitative research strategy — set and drive by defining multi-year model development roadmaps aligned to business objectives across trading, risk, and compliance functions.
  2. Organizational model governance frameworks — establish and oversee, ensuring all financial analytic models meet rigorous validation, audit, and regulatory standards at an institutional scale.
  3. Senior quantitative talent — develop and mentor by designing learning pathways, providing technical sponsorship, and building a high-performance research culture.
  4. Cross-functional analytical capabilities — lead by directing collaborative initiatives between quantitative analysts, technologists, traders, and regulators to address systemic financial risk.
  5. Innovative pricing and risk model architectures — pioneer by championing adoption of frontier statistical, machine-learning, and econometric methodologies across the enterprise.
  6. Executive and board-level stakeholders — persuade and advise by translating complex quantitative insights into strategic financial decisions with clarity and authoritative judgment.
  7. Industry-wide standards for quantitative methods — influence by contributing to regulatory consultations, academic publications, and professional bodies shaping financial market practice.
  8. Enterprise data infrastructure strategy — define in partnership with technology leadership to ensure scalable, high-integrity data pipelines supporting all quantitative functions.
  9. Organizational risk appetite and model risk policy — shape by synthesizing systems-level evaluation of model performance, market conditions, and regulatory expectations.
  10. Firmwide analytical tool ecosystems — oversee continuous evolution of, coordinating procurement, build-versus-buy decisions, and integration of advanced financial analysis software platforms.

AI-at-Work Competency Framework

Sources:Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab.Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab.WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab.
Subscriber feature

Authoritative source data identified for 998 occupations

How a worker at each mastery level uses, directs, and evaluates AI tools in this occupation. Each statement cites its evidence inline; click a citation chip to verify the source.

Emerging
  1. AI-generated formula suggestions — accepts basic statistical formula completions from an LLM for routine calculations such as mean, variance, or simple regression, while manually verifying every result against known benchmarks Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab..
  2. Model documentation drafting — delegates the initial write-up of standard model assumptions and parameter definitions to an AI assistant, then reviews and corrects domain-specific inaccuracies before submission.
Developing
  1. Exploratory data analysis acceleration — directs an AI tool to generate descriptive statistics, correlation matrices, and preliminary visualizations on financial datasets, then interprets the outputs for anomalies and investment relevance Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
  2. Pricing model scaffolding — prompts an LLM to produce boilerplate code for standard derivative-pricing frameworks (e.g., Black-Scholes, binomial trees), retaining authorship of parameter selection and boundary-condition logic Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab..
  3. Literature synthesis — tasks an AI assistant with summarizing recent quantitative finance research papers, then critically evaluates the summaries for accuracy before incorporating findings into analytical work Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab..
Proficient
  1. Risk model iteration — orchestrates an AI coding agent through successive builds of Monte Carlo or VaR simulation modules, specifying distributional assumptions and stress scenarios explicitly and validating outputs against regulatory benchmarks Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
  2. Portfolio optimization pipeline — delegates construction of mean-variance or factor-model optimization code to an AI assistant, then stress-tests results under custom constraint sets and interprets divergences from theoretical predictions Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
  3. Backtesting automation — directs an AI tool to implement and run full strategy backtests across historical datasets, while personally diagnosing look-ahead bias, survivorship bias, and data-snooping risks in the returned results Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab..
  4. Econometric model specification — uses an LLM to enumerate candidate model forms and diagnostic tests for a given time-series problem, then applies domain judgment to select the specification and interpret coefficient significance Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab..
Advanced
  1. End-to-end model library development — architects multi-module quantitative libraries by decomposing complex problems into AI-executable subtasks, integrating outputs with bespoke numerical routines, and owning all design decisions that govern financial soundness and regulatory compliance Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab. Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
  2. AI autonomy governance — establishes firm-level protocols defining which valuation and risk tasks are delegated to AI agents versus reserved for human judgment, calibrated to the occupation's high collaborative-augmentation rate and elevated displacement-risk profile Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab. Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab..
  3. Novel analytical tool research — leads the evaluation and customization of frontier LLM-based analytical agents for problems such as regime-change detection or real-time derivatives pricing, benchmarking AI-generated insights against established econometric standards before production deployment Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
  4. Cross-functional AI output interpretation — translates AI-produced quantitative results into strategic recommendations for trading desks, risk committees, and regulators, maintaining accountability for the mathematical integrity and limitations of every model inference Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
Evidence pack
AEI usage
Task observations: 2652
Augment share: 95%
Time saved: 85.2%
AI autonomy: 3.08
SAFI positioning
Top skill: Mathematics
Score: 73.2 / 100
Quadrant: Q1_high_displacement_risk
precision: exact
WEF cluster
Data Science and Analysis
data_science_and_analysis
Sources:Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab.WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab.Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab.

Pathsmith Durable Skills Framework

Sources:Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Subscriber feature

Ten durable-skill domains mapped to four proficiency/role levels for each occupation. Each statement is aligned to the Pathsmith taxonomy, derived from trusted grounding data and mapped to occupation-specific O*NET tasks and skills.

1Communication10 statements
Emerging
  1. Model methodology summary — drafts written explanations of quantitative model assumptions using plain language for non-technical reviewers Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Research findings briefing — presents preliminary financial analysis results to immediate team members using structured verbal delivery Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Developing
  1. Stakeholder model report — produces written summary reports of financial research results tailored to trader or risk management audiences Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Cross-functional explanation — translates statistical outputs such as VaR estimates or pricing model results into business-relevant language for portfolio managers Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Analytical support communication — responds to researcher and trader inquiries on valuation methodology with concise, accurate verbal and written responses O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Model documentation — authors comprehensive technical specifications and validation reports for derivative pricing or risk models, meeting internal governance standards Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Executive-level presentation — delivers financial model findings and quantitative risk assessments to senior leadership, calibrating technical depth to audience expertise Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Regulatory communication — prepares written materials explaining model assumptions and limitations for financial market regulators with precision and transparency O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Firm-wide quantitative communication standard — establishes documentation and reporting templates adopted across the quant function to ensure consistency and auditability Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Cross-disciplinary synthesis report — authors flagship research publications integrating econometric, statistical, and market findings for both internal and external distribution Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
2Leadership9 statements
Emerging
  1. Model ownership initiative — takes personal responsibility for maintaining an assigned financial analytic model within established parameters Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Junior analyst guidance — shares data collection or coding approaches with new team members during onboarding without formal supervisory role Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Project-level model leadership — leads end-to-end development of a specific pricing or attribution model, coordinating input from data and technology stakeholders Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Analytical roadmap contribution — proposes enhancements to model libraries or quantitative workflows during team planning sessions Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Quant team technical lead — directs a team of analysts through the full development lifecycle of a portfolio optimization or risk management system, ensuring analytical rigor and delivery timelines Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Model governance leadership — chairs model validation reviews, setting standards for documentation, back-testing, and ongoing monitoring across multiple model families Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Research agenda setting — defines quarterly analytical priorities aligned to firm risk appetite and market conditions, allocating analyst capacity accordingly Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Quantitative capability vision — architects the multi-year strategic direction for analytical infrastructure, model libraries, and data science adoption across the finance function Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Talent development program — designs and leads a structured mentorship and rotation program for quantitative analysts, accelerating capability growth across the team Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
3Metacognition9 statements
Emerging
  1. Assumption awareness — identifies and records personal assumptions embedded in a financial model before seeking peer review Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Learning gap recognition — acknowledges limitations in knowledge of a statistical technique and seeks targeted resources to address the gap Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Model review self-assessment — evaluates the accuracy and robustness of one's own analytical outputs against benchmark results before submission Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Methodology selection reflection — articulates reasons for choosing a specific econometric or statistical approach over alternatives when defining model specifications Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Bias audit practice — systematically reviews own analytical conclusions for confirmation bias or overfitting before presenting results to decision-makers Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Cognitive load management — structures complex model development tasks into staged milestones to maintain analytical quality under deadline pressure Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  3. Learning strategy calibration — adjusts self-directed study priorities in response to emerging market events or new regulatory requirements affecting model validity Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Epistemological model critique — leads structured sessions challenging the foundational assumptions of core firm models, fostering collective analytical humility Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Metacognitive coaching — coaches junior quants to develop personal frameworks for recognizing and correcting reasoning errors in quantitative analysis Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
4Critical Thinking10 statements
Emerging
  1. Data source evaluation — assesses the reliability and relevance of a financial data set before incorporating it into a pricing or risk model Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Result plausibility check — compares model outputs against historical benchmarks to flag anomalous results for further investigation Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Developing
  1. Model assumption interrogation — systematically identifies and stress-tests key assumptions in derivative valuation models to assess sensitivity and potential failure modes Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Competing methodology evaluation — evaluates alternative statistical or econometric specifications for a given problem and selects the most defensible approach with documented rationale O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Evidence-based conclusion — interprets financial analysis results by distinguishing between statistically significant findings and noise within high-dimensional data sets Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Complex problem decomposition — breaks down multifaceted issues such as cross-asset portfolio optimization into tractable analytical components with clearly defined success criteria Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Regulatory logic analysis — critically evaluates proposed financial market regulations for analytical implications, identifying model adjustments required for compliance Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Back-test design critique — evaluates the logical validity of back-testing frameworks, identifying look-ahead bias, survivorship bias, and overfitting risks O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Systemic risk reasoning — applies first-principles critical analysis to identify non-obvious interdependencies and tail risks within complex, multi-factor financial systems Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Firm-wide analytical standards — defines the evidentiary and logical standards governing model approval, ensuring critical rigor is embedded in governance processes across the organization Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
5Collaboration10 statements
Emerging
  1. Cross-team data request — works with technology or data engineering teams to obtain and validate data inputs needed for an assigned financial model Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Peer model review participation — contributes constructive observations during team model review sessions Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Trader-quant partnership — collaborates with trading desk professionals to understand valuation requirements and translate them into quantitative model specifications Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Shared model library contribution — develops and documents reusable analytical components for a shared quantitative code library, coordinating with colleagues to avoid duplication O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Interdisciplinary project team — works within a joint quant-risk-finance team to deliver an integrated performance attribution or profit and loss measurement system Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Research collaboration leadership — coordinates a multi-analyst research initiative, managing dependencies, reconciling methodological disagreements, and integrating results into a unified output Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Stakeholder alignment facilitation — mediates between risk, trading, and technology stakeholders to resolve conflicting requirements in model development projects Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  3. Regulatory working group contribution — represents the quantitative analytics function in cross-institutional working groups on model standards or data collection methods Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Enterprise analytical partnership — builds sustained collaborative relationships with business, technology, and risk leadership to co-create quantitative strategies that span organizational boundaries Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. External research network — cultivates partnerships with academic institutions and industry consortia to import leading-edge quantitative methods into the firm's analytical capabilities Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
6Character9 statements
Emerging
  1. Model integrity commitment — accurately documents model limitations and known errors rather than omitting them from review submissions Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Deadline accountability — communicates proactively when an analytical deliverable is at risk of delay, providing a revised timeline and mitigation plan Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Analytical objectivity — presents financial research results that contradict prevailing trading desk views without softening or omitting unfavorable findings Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Data handling ethics — adheres to firm data governance policies and regulatory requirements when accessing and using proprietary financial data in model development Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Model risk transparency — discloses model uncertainty, parameter sensitivity, and out-of-sample performance limitations to risk and senior management with full candor Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Professional accountability — accepts responsibility for model errors identified in validation or live trading environments and leads the remediation effort Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  3. Conflict of interest navigation — identifies and declares potential conflicts between analytical findings and business incentives, escalating to compliance when warranted Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Ethical quantitative culture — champions a team culture where analytical integrity is non-negotiable, modeling and reinforcing ethical standards in all model development and research activities Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Industry standards stewardship — contributes to the development of professional and regulatory standards for quantitative model governance, representing the firm's commitment to responsible practice Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
7Creativity10 statements
Emerging
  1. Novel data application — proposes using an unconventional data source to improve signal quality in an existing pricing or risk model Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Algorithm variation exploration — experiments with alternative parameterizations of a statistical model to improve fit or predictive accuracy Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Developing
  1. New model architecture design — develops an original quantitative framework to address a financial problem not covered by existing model libraries Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Analytical tool invention — builds a new computational tool or visualization approach that enables faster interpretation of complex portfolio attribution results Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Cross-domain technique import — adapts a statistical or machine learning method from another discipline to solve a securities trading or risk management problem Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Innovative model specification — defines a novel econometric model specification that materially improves the firm's ability to measure or manage a specific financial risk Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Research agenda innovation — identifies an unexplored quantitative question with material business value and designs an original research program to address it Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  3. Optimization problem reformulation — reframes a portfolio construction challenge in a mathematically tractable new form that unlocks previously infeasible solutions O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Quantitative paradigm development — originates a new class of financial models or analytical methodologies that advances industry practice and is adopted beyond the originating firm Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Innovation ecosystem cultivation — creates an internal environment where quants are empowered and resourced to experiment with emerging techniques such as alternative data and deep learning for financial applications Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
8Growth Mindset10 statements
Emerging
  1. Model failure learning — documents lessons from a failed model back-test and applies insights to the next development iteration Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Feedback receptivity — incorporates reviewer comments on analytical methodology into revised model specifications without defensiveness Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Skill gap pursuit — independently studies an advanced econometric or machine learning technique identified as necessary for an upcoming project Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Setback reframing — treats a model that underperforms in live trading as a diagnostic signal requiring deeper investigation rather than a reason to abandon the analytical approach Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  3. Peer learning adoption — integrates superior analytical practices observed in colleagues' work into one's own modeling workflow Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Applying
  1. Continuous methodology upgrade — systematically monitors academic literature and industry research to identify quantitative advances applicable to current model development challenges Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Performance feedback integration — uses attribution analysis of model prediction errors to diagnose and address specific weaknesses in quantitative approach Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Stretch project acceptance — volunteers for high-complexity analytical assignments that require developing skills beyond current demonstrated competency Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Learning organization leadership — institutionalizes a culture of continuous quantitative learning by establishing research reading groups, internal conference presentations, and external training investment Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Failure analysis program — leads post-mortem reviews of significant model failures across the quant function, converting organizational setbacks into shared knowledge assets Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
9Mindfulness10 statements
Emerging
  1. Analytical focus management — uses structured work-blocking techniques to maintain concentration during complex, multi-hour model coding or derivation tasks Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Error detection attentiveness — applies deliberate verification checks at each stage of a quantitative analysis pipeline to catch errors before they propagate Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Developing
  1. Pressure-state awareness — recognizes personal cognitive and emotional signals during high-stakes model delivery periods and adjusts work pace or seeks support accordingly Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Intentional model review — pauses before finalizing analytical outputs to deliberately check results against stated assumptions and problem framing Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Communication mindfulness — attends carefully to trader or researcher questions during analytical support interactions, ensuring responses address the actual underlying need Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Uncertainty tolerance — maintains analytical objectivity and decision quality when operating with incomplete market data or under model parameter uncertainty Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. High-frequency pressure regulation — sustains rigorous quantitative judgment during market stress events when rapid model recalibration or risk assessment is required Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  3. Meeting presence — enters model review or stakeholder presentations with full situational awareness, reading audience comprehension and adjusting explanation depth in real time Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Team mindfulness modeling — demonstrates and coaches regulated, intentional cognitive practices within the quant team, reducing error rates and improving collective analytical quality under pressure Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Organizational awareness — reads cross-functional dynamics and political contexts accurately, using that awareness to time and frame quantitative recommendations for maximum receptivity Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
10Fortitude10 statements
Emerging
  1. Model debugging persistence — continues systematic troubleshooting of a quantitative code or derivation error despite repeated unsuccessful attempts Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Criticism endurance — maintains constructive engagement when a model design is substantially challenged during peer review Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Long-cycle project resilience — sustains analytical effort and quality across multi-month model development projects despite iterative setbacks and changing requirements Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Ambiguity navigation — proceeds with developing a model specification when problem parameters are incompletely defined, making reasoned interim assumptions and flagging them for later resolution Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Market disruption response — recalibrates analytical frameworks and model assumptions rapidly during periods of significant market dislocation without retreating to outdated methods Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. High-stakes delivery composure — maintains analytical rigor and output quality when delivering risk models under regulatory deadline pressure or during live trading crises Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Unpopular finding advocacy — presents and defends quantitative conclusions that contradict business preferences or senior management expectations, sustained through pushback Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Iterative failure endurance — persists through multiple model generations that fail validation, extracting learning from each failure and maintaining forward momentum toward a viable solution Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Organizational courage — challenges flawed firm-wide quantitative practices or risk models at senior levels when evidence warrants, accepting professional risk to uphold analytical integrity Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Crisis analytical leadership — leads the quantitative response to a major market event or model failure, maintaining strategic composure and decisiveness while managing team pressure and stakeholder demands Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Sources:Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
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Source anchors that ground each statement

Related titles
Analyst · Data Analyst · Equity Analyst · Equity Structurer · Finance Analyst · Financial Analyst · Financial Engineer · Financial Quantitative Analyst · Investment Associate · Investment Portfolio Control Consultant · Investment Strategist · Model Risk Manager
RAPIDS apprenticeships
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O*NET skills
MathematicsCritical ThinkingReading ComprehensionComplex Problem SolvingSpeakingActive LearningActive ListeningJudgment and Decision MakingWritingSystems EvaluationSystems AnalysisPersuasionLearning StrategiesMonitoringSocial PerceptivenessCoordinationInstructingTime Management
Knowledge domains
MathematicsEconomics and AccountingComputers and ElectronicsEnglish Language
Abilities
Mathematical ReasoningWritten ComprehensionNumber FacilityOral ComprehensionWritten ExpressionDeductive ReasoningOral ExpressionProblem SensitivityInductive ReasoningInformation Ordering
Work styles
Attention to DetailDependabilityIntellectual CuriosityCautiousnessAchievement OrientationIntegrity
Technology
Data base user interface and query softwareData base management system softwareFinancial analysis softwareObject or component oriented development softwareData mining softwareAnalytical or scientific softwareWeb platform development softwareOperating system softwareDevelopment environment softwareEnterprise resource planning ERP software
Tasks · seed anchors for statements
  1. Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation.
  2. Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models.
  3. Interpret results of financial analysis procedures.
  4. Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques.
  5. Define or recommend model specifications or data collection methods.
  6. Produce written summary reports of financial research results.
  7. Maintain or modify all financial analytic models in use.
  8. Provide application or analytical support to researchers or traders on issues such as valuations or data.
CIP education codes
27.030539.080152.020652.0801

Sources: O*NET v30.2 (CC BY 4.0), SkillsCrosswalk.com, LER.me, Anthropic Economic Index, SAFI (Jadhav & Danve, 2026), WEF Skills Taxonomy 2021, Pathsmith Durable Skills Framework. © 2026 EBSCOed.